{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\"\n",
    "import glob\n",
    "from shutil import copyfile\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.datasets import cifar10\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
      "170500096/170498071 [==============================] - 148s 1us/step\n"
     ]
    }
   ],
   "source": [
    "(X_train, y_train), (X_test, y_test) = cifar10.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_datagen = ImageDataGenerator(\n",
    "    rotation_range=30,\n",
    "    width_shift_range=0.2,\n",
    "    height_shift_range=0.2,\n",
    "    shear_range=0.2,\n",
    "    zoom_range=0.2,\n",
    "    horizontal_flip=True,\n",
    "    fill_mode=\"nearest\"\n",
    ")\n",
    "train_iter = train_datagen.flow(\n",
    "    X_train, y_train,\n",
    "    batch_size=9)\n",
    "plt.rcParams['figure.figsize'] = (10,10)\n",
    "for i in range(9):\n",
    "    images, labels = next(train_iter)\n",
    "    plt.subplot(3,3,i+1)\n",
    "    plt.imshow((images[0] - np.min(images[0])) / np.ptp(images[0]), interpolation='none')\n",
    "    plt.title(\"label {}\".format(labels[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
